"""simple docstring"""


from math import sqrt





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   bool:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    number >= 0
						), "'number' must been an int and positive"

						lowerCamelCase__   =True

						# 0 and 1 are none primes.
						if number <= 1:
												lowerCamelCase__   =False

						for divisor in range(2  ,       int(round(sqrt(__lowerCAmelCase							)							)							) + 1							):
												# if 'number' divisible by 'divisor' then sets 'status'
												# of false and break up the loop.
												if number % divisor == 0:
																		lowerCamelCase__   =False
																		break

    # precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'status' must been from type bool"

						return status





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   List[str]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n > 2), "'N' must been an int and > 2"

						# beginList: contains all natural numbers from 2 up to N
						lowerCamelCase__   =list(range(2  ,       n + 1							)							)

						lowerCamelCase__   =[]  # this list will be returns.

						# actual sieve of erathostenes
						for i in range(len(__lowerCAmelCase							)							):
												for j in range(i + 1  ,       len(__lowerCAmelCase							)							):
																		if (begin_list[i] != 0) and (begin_list[j] % begin_list[i] == 0):
																								lowerCamelCase__   =0

    # filters actual prime numbers.
						lowerCamelCase__   =[x for x in begin_list if x != 0]

						# precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'ans' must been from type list"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Optional[int]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n > 2), "'N' must been an int and > 2"

						lowerCamelCase__   =[]

						# iterates over all numbers between 2 up to N+1
						# if a number is prime then appends to list 'ans'
						for number in range(2  ,       n + 1							):
												if is_prime(__lowerCAmelCase							):
																		ans.append(__lowerCAmelCase							)

    # precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'ans' must been from type list"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Union[str, Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and number >= 0, "'number' must been an int and >= 0"

						lowerCamelCase__   =[]  # this list will be returns of the function.

						# potential prime number factors.

						lowerCamelCase__   =2

						lowerCamelCase__   =number

						if number == 0 or number == 1:
												ans.append(__lowerCAmelCase							)

						# if 'number' not prime then builds the prime factorization of 'number'
						elif not is_prime(__lowerCAmelCase							):
												while quotient != 1:
																		if is_prime(__lowerCAmelCase							) and (quotient % factor == 0):
																								ans.append(__lowerCAmelCase							)
																								quotient /= factor
																		else:
																								factor += 1

						else:
												ans.append(__lowerCAmelCase							)

						# precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'ans' must been from type list"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Optional[int]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    number >= 0
						), "'number' bust been an int and >= 0"

						lowerCamelCase__   =0

						# prime factorization of 'number'
						lowerCamelCase__   =prime_factorization(__lowerCAmelCase							)

						lowerCamelCase__   =max(__lowerCAmelCase							)

						# precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'ans' must been from type int"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   List[Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    number >= 0
						), "'number' bust been an int and >= 0"

						lowerCamelCase__   =0

						# prime factorization of 'number'
						lowerCamelCase__   =prime_factorization(__lowerCAmelCase							)

						lowerCamelCase__   =min(__lowerCAmelCase							)

						# precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'ans' must been from type int"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Union[str, Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'number' must been an int"
						assert isinstance(number % 2 == 0  ,       __lowerCAmelCase							), "compare bust been from type bool"

						return number % 2 == 0





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   List[Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							), "'number' must been an int"
						assert isinstance(number % 2 != 0  ,       __lowerCAmelCase							), "compare bust been from type bool"

						return number % 2 != 0





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   int:




						'''simple docstring'''



						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (number > 2) and is_even(__lowerCAmelCase							)
						), "'number' must been an int, even and > 2"

						lowerCamelCase__   =[]  # this list will returned

						# creates a list of prime numbers between 2 up to 'number'
						lowerCamelCase__   =get_prime_numbers(__lowerCAmelCase							)
						lowerCamelCase__   =len(__lowerCAmelCase							)

						# run variable for while-loops.
						lowerCamelCase__   =0
						lowerCamelCase__   =None

						# exit variable. for break up the loops
						lowerCamelCase__   =True

						while i < len_pn and loop:
												lowerCamelCase__   =i + 1

												while j < len_pn and loop:
																		if prime_numbers[i] + prime_numbers[j] == number:
																								lowerCamelCase__   =False
																								ans.append(prime_numbers[i]							)
																								ans.append(prime_numbers[j]							)

																		j += 1

												i += 1

						# precondition
						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (len(__lowerCAmelCase							) == 2)
						    and (ans[0] + ans[1] == number)
						    and is_prime(ans[0]							)
						    and is_prime(ans[1]							)
						), "'ans' must contains two primes. And sum of elements must been eq 'number'"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase							)				->   Tuple:




						'''simple docstring'''



						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (numbera >= 0)
						    and (numbera >= 0)
						), "'number1' and 'number2' must been positive integer."

						lowerCamelCase__   =0

						while numbera != 0:
												lowerCamelCase__   =numbera % numbera
												lowerCamelCase__   =numbera
												lowerCamelCase__   =rest

						# precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    numbera >= 0
						), "'number' must been from type int and positive"

						return numbera





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase							)				->   Union[str, Any]:




						'''simple docstring'''



						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (numbera >= 1)
						    and (numbera >= 1)
						), "'number1' and 'number2' must been positive integer."

						lowerCamelCase__   =1  # actual answer that will be return.

						# for kgV (x,1)
						if numbera > 1 and numbera > 1:
												# builds the prime factorization of 'number1' and 'number2'
												lowerCamelCase__   =prime_factorization(__lowerCAmelCase							)
												lowerCamelCase__   =prime_factorization(__lowerCAmelCase							)

						elif numbera == 1 or numbera == 1:
												lowerCamelCase__   =[]
												lowerCamelCase__   =[]
												lowerCamelCase__   =max(__lowerCAmelCase  ,       __lowerCAmelCase							)

						lowerCamelCase__   =0
						lowerCamelCase__   =0

						lowerCamelCase__   =[]  # captured numbers int both 'primeFac1' and 'primeFac2'

						# iterates through primeFac1
						for n in prime_fac_a:
												if n not in done:
																		if n in prime_fac_a:
																								lowerCamelCase__   =prime_fac_a.count(__lowerCAmelCase							)
																								lowerCamelCase__   =prime_fac_a.count(__lowerCAmelCase							)

																								for _ in range(max(__lowerCAmelCase  ,       __lowerCAmelCase							)							):
																														ans *= n

																		else:
																								lowerCamelCase__   =prime_fac_a.count(__lowerCAmelCase							)

																								for _ in range(__lowerCAmelCase							):
																														ans *= n

																		done.append(__lowerCAmelCase							)

    # iterates through primeFac2
						for n in prime_fac_a:
												if n not in done:
																		lowerCamelCase__   =prime_fac_a.count(__lowerCAmelCase							)

																		for _ in range(__lowerCAmelCase							):
																								ans *= n

																		done.append(__lowerCAmelCase							)

    # precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    ans >= 0
						), "'ans' must been from type int and positive"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Optional[Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n >= 0), "'number' must been a positive int"

						lowerCamelCase__   =0
						lowerCamelCase__   =2  # this variable holds the answer

						while index < n:
												index += 1

												ans += 1  # counts to the next number

												# if ans not prime then
												# runs to the next prime number.
												while not is_prime(__lowerCAmelCase							):
																		ans += 1

    # precondition
						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and is_prime(
						    __lowerCAmelCase							), "'ans' must been a prime number and from type int"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase							)				->   int:




						'''simple docstring'''



						assert (
						    is_prime(__lowerCAmelCase							) and is_prime(__lowerCAmelCase							) and (p_number_a < p_number_a)
						), "The arguments must been prime numbers and 'pNumber1' < 'pNumber2'"

						lowerCamelCase__   =p_number_a + 1  # jump to the next number

						lowerCamelCase__   =[]  # this list will be returns.

						# if number is not prime then
						# fetch the next prime number.
						while not is_prime(__lowerCAmelCase							):
												number += 1

						while number < p_number_a:
												ans.append(__lowerCAmelCase							)

												number += 1

												# fetch the next prime number.
												while not is_prime(__lowerCAmelCase							):
																		number += 1

    # precondition
						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and ans[0] != p_number_a
						    and ans[len(__lowerCAmelCase							) - 1] != p_number_a
						), "'ans' must been a list without the arguments"

						# 'ans' contains not 'pNumber1' and 'pNumber2' !
						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   int:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n >= 1), "'n' must been int and >= 1"

						lowerCamelCase__   =[]  # will be returned.

						for divisor in range(1  ,       n + 1							):
												if n % divisor == 0:
																		ans.append(__lowerCAmelCase							)

    # precondition
						assert ans[0] == 1 and ans[len(__lowerCAmelCase							) - 1] == n, "Error in function getDivisiors(...)"

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Union[str, Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (
						    number > 1
						), "'number' must been an int and >= 1"

						lowerCamelCase__   =get_divisors(__lowerCAmelCase							)

						# precondition
						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (divisors[0] == 1)
						    and (divisors[len(__lowerCAmelCase							) - 1] == number)
						), "Error in help-function getDivisiors(...)"

						# summed all divisors up to 'number' (exclusive), hence [:-1]
						return sum(divisors[:-1]							) == number





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase							)				->   Dict:




						'''simple docstring'''



						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (denominator != 0)
						), "The arguments must been from type int and 'denominator' != 0"

						# build the greatest common divisor of numerator and denominator.
						lowerCamelCase__   =gcd(abs(__lowerCAmelCase							)  ,       abs(__lowerCAmelCase							)							)

						# precondition
						assert (
						    isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							)
						    and (numerator % gcd_of_fraction == 0)
						    and (denominator % gcd_of_fraction == 0)
						), "Error in function gcd(...,...)"

						return (numerator // gcd_of_fraction, denominator // gcd_of_fraction)





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   List[Any]:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n >= 0), "'n' must been a int and >= 0"

						lowerCamelCase__   =1  # this will be return.

						for factor in range(1  ,       n + 1							):
												ans *= factor

						return ans





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   Tuple:




						'''simple docstring'''



						assert isinstance(__lowerCAmelCase  ,       __lowerCAmelCase							) and (n >= 0), "'n' must been an int and >= 0"

						lowerCamelCase__   =0
						lowerCamelCase__   =1
						lowerCamelCase__   =1  # this will be return

						for _ in range(n - 1							):
												lowerCamelCase__   =ans
												ans += fiba
												lowerCamelCase__   =tmp

						return ans



"""simple docstring"""


import warnings
from contextlib import contextmanager

from ...processing_utils import ProcessorMixin
from .feature_extraction_wavaveca import WavaVecaFeatureExtractor
from .tokenization_wavaveca import WavaVecaCTCTokenizer






class   __UpperCAmelCase		(      __lowerCAmelCase      ):
				A__ :  List[Any]    				=			'''Wav2Vec2FeatureExtractor'''
				A__ :  Any    				=			'''AutoTokenizer'''

				def __init__( self      ,					_lowerCamelCase      ,					_lowerCamelCase ):
										super().__init__(_lowerCamelCase      ,					_lowerCamelCase )
										lowerCamelCase__   =self.feature_extractor
										lowerCamelCase__   =False

				@classmethod
				def 						_a      ( cls      ,					_lowerCamelCase      ,					**_lowerCamelCase ):
										try:
																return super().from_pretrained(_lowerCamelCase      ,					**_lowerCamelCase )
										except OSError:
																warnings.warn(
																    F'''Loading a tokenizer inside {cls.__name__} from a config that does not'''
																    " include a `tokenizer_class` attribute is deprecated and will be "
																    "removed in v5. Please add `'tokenizer_class': 'Wav2Vec2CTCTokenizer'`"
																    " attribute to either your `config.json` or `tokenizer_config.json` "
																    "file to suppress this warning: "      ,					_lowerCamelCase      ,					)

																lowerCamelCase__   =WavaVecaFeatureExtractor.from_pretrained(_lowerCamelCase      ,					**_lowerCamelCase )
																lowerCamelCase__   =WavaVecaCTCTokenizer.from_pretrained(_lowerCamelCase      ,					**_lowerCamelCase )

																return cls(feature_extractor=_lowerCamelCase      ,					tokenizer=_lowerCamelCase )

				def __call__( self      ,					*_lowerCamelCase      ,					**_lowerCamelCase ):
										# For backward compatibility
										if self._in_target_context_manager:
																return self.current_processor(*_lowerCamelCase      ,					**_lowerCamelCase )

										if "raw_speech" in kwargs:
																warnings.warn("Using `raw_speech` as a keyword argument is deprecated. Use `audio` instead." )
																lowerCamelCase__   =kwargs.pop("raw_speech" )
										else:
																lowerCamelCase__   =kwargs.pop("audio"      ,					_lowerCamelCase )
										lowerCamelCase__   =kwargs.pop("sampling_rate"      ,					_lowerCamelCase )
										lowerCamelCase__   =kwargs.pop("text"      ,					_lowerCamelCase )
										if len(_lowerCamelCase ) > 0:
																lowerCamelCase__   =args[0]
																lowerCamelCase__   =args[1:]

										if audio is None and text is None:
																raise ValueError("You need to specify either an `audio` or `text` input to process." )

										if audio is not None:
																lowerCamelCase__   =self.feature_extractor(_lowerCamelCase      ,					*_lowerCamelCase      ,					sampling_rate=_lowerCamelCase      ,					**_lowerCamelCase )
										if text is not None:
																lowerCamelCase__   =self.tokenizer(_lowerCamelCase      ,					**_lowerCamelCase )

										if text is None:
																return inputs
										elif audio is None:
																return encodings
										else:
																lowerCamelCase__   =encodings["input_ids"]
																return inputs

				def 						_a      ( self      ,					*_lowerCamelCase      ,					**_lowerCamelCase ):
										# For backward compatibility
										if self._in_target_context_manager:
																return self.current_processor.pad(*_lowerCamelCase      ,					**_lowerCamelCase )

										lowerCamelCase__   =kwargs.pop("input_features"      ,					_lowerCamelCase )
										lowerCamelCase__   =kwargs.pop("labels"      ,					_lowerCamelCase )
										if len(_lowerCamelCase ) > 0:
																lowerCamelCase__   =args[0]
																lowerCamelCase__   =args[1:]

										if input_features is not None:
																lowerCamelCase__   =self.feature_extractor.pad(_lowerCamelCase      ,					*_lowerCamelCase      ,					**_lowerCamelCase )
										if labels is not None:
																lowerCamelCase__   =self.tokenizer.pad(_lowerCamelCase      ,					**_lowerCamelCase )

										if labels is None:
																return input_features
										elif input_features is None:
																return labels
										else:
																lowerCamelCase__   =labels["input_ids"]
																return input_features

				def 						_a      ( self      ,					*_lowerCamelCase      ,					**_lowerCamelCase ):
										return self.tokenizer.batch_decode(*_lowerCamelCase      ,					**_lowerCamelCase )

				def 						_a      ( self      ,					*_lowerCamelCase      ,					**_lowerCamelCase ):
										return self.tokenizer.decode(*_lowerCamelCase      ,					**_lowerCamelCase )






				@contextmanager
				def 						_a      ( self ):
										warnings.warn(
										    "`as_target_processor` is deprecated and will be removed in v5 of Transformers. You can process your "
										    "labels by using the argument `text` of the regular `__call__` method (either in the same call as "
										    "your audio inputs, or in a separate call." )
										lowerCamelCase__   =True
										lowerCamelCase__   =self.tokenizer
										yield
										lowerCamelCase__   =self.feature_extractor
										lowerCamelCase__   =False


